Ib pab pawg neeg tshawb fawb thoob ntiaj teb tau tsim ib txoj kev tshawb nrhiav plua plav tshiab rau PV systems. Cov txheej txheem tshiab no yog ua raws li kev kawm tob thiab siv qhov kev txhim kho ntawm qhov hloov kho lub sijhawm kwv yees (Adam) optimization algorithm, uas feem ntau siv los cob qhia cov tes hauj lwm, muab kev npaj ua ntej rau kev tu vaj huam sib luag hnub ci thiab txoj hauv kev ntawmsolar vaj huam sib luag tu robotsrau kev ntxuav tu.
Txhawm rau kov yeej cov teeb meem no, cov kws tshawb fawb tau npaj ua ke nrog Warmup thiab cosine annealing cov tswv yim rau hauv algorithm. Cov txheej txheem Warmup siv qhov kev kawm me me nyob rau theem pib ntawm kev cob qhia, maj mam nce nws. "Qhov no yuav pab tus qauv kom zoo dua los tshawb nrhiav qhov chaw parameter nyob rau hauv cov theem pib ntawm kev cob qhia, zam kev oscillation lossis divergence teeb meem tshwm sim los ntawm kev kawm ntau dhau," lawv ntxiv.
Lub tswv yim cosine annealing, ntawm qhov tod tes, ua rau qhov kev kawm hloov pauv raws sijhawm ntawm qhov siab tshaj plaws thiab qhov kev kawm tsawg kawg nkaus, raws li qhov nkhaus annealing ntawm cosine muaj nuj nqi. "Lub tswv yim no pab tiv thaiv qhov teeb meem oscillation los ntawm qhov chaw ceev ceev ntawm qhov gradient, yog li txhim kho kev cob qhia kev ruaj ntseg thiab kev ua tau zoo ntawm tus qauv," cov kws tshawb fawb tau piav qhia.
